{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false,
     "name": "#%% md\n"
    }
   },
   "source": [
    "对未知特征的探索。还有热力图\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% \n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "train_df = pd.read_csv('train.csv',nrows = 10000000,dtype=object)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['id', 'click', 'hour', 'C1', 'banner_pos', 'site_id', 'site_domain',\n       'site_category', 'app_id', 'app_domain', 'app_category', 'device_id',\n       'device_ip', 'device_model', 'device_type', 'device_conn_type', 'C14',\n       'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21'],\n      dtype='object')"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 4
    }
   ],
   "source": [
    "train_df.columns"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f1742b6848>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 8
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"device_conn_type\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f20ad56cc8>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 9
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#重点关注！！！！不是普通的规律，16%不符合\n",
    "sns.countplot(x=\"C14\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f17329c348>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 10
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C15\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f20ad789c8>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 11
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C16\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f1a58600c8>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 12
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C17\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f2130da848>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 13
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C18\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f1a5a262c8>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 14
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C19\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f1a80f0648>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 15
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C20\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x2f1a5ad50c8>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 16
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"C21\", hue=\"click\",data=train_df)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['id', 'click', 'hour', 'C1', 'banner_pos', 'site_id', 'site_domain',\n       'site_category', 'app_id', 'app_domain', 'app_category', 'device_id',\n       'device_ip', 'device_model', 'device_type', 'device_conn_type', 'C14',\n       'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21'],\n      dtype='object')"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 22
    }
   ],
   "source": [
    "train_df.columns"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "enc = LabelEncoder()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "for column in list(train_df):\n",
    "    enc = LabelEncoder()\n",
    "    train_df[column] = enc.fit_transform(train_df[column])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000000 entries, 0 to 9999999\n",
      "Data columns (total 20 columns):\n",
      " #   Column            Dtype\n",
      "---  ------            -----\n",
      " 0   banner_pos        int32\n",
      " 1   site_id           int32\n",
      " 2   site_domain       int32\n",
      " 3   site_category     int32\n",
      " 4   app_id            int32\n",
      " 5   app_domain        int32\n",
      " 6   app_category      int32\n",
      " 7   device_id         int32\n",
      " 8   device_ip         int32\n",
      " 9   device_model      int32\n",
      " 10  device_type       int32\n",
      " 11  device_conn_type  int32\n",
      " 12  C14               int32\n",
      " 13  C15               int32\n",
      " 14  C16               int32\n",
      " 15  C17               int32\n",
      " 16  C18               int32\n",
      " 17  C19               int32\n",
      " 18  C20               int32\n",
      " 19  C21               int32\n",
      "dtypes: int32(20)\n",
      "memory usage: 762.9 MB\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "sub_train = train_df.iloc[:, 4:]\n",
    "sub_train.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2160x1728 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30, 24))\n",
    "sns.heatmap(sub_train.corr().abs(), annot=True);"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}